{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Decord Video Reader Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import sys, os\n",
    "sys.path.insert(0, os.path.abspath('../python'))\n",
    "import decord as de\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Take a simple example video here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# using cpu in this example\n",
    "ctx = de.cpu(0)\n",
    "# example video\n",
    "video = 'Javelin_standing_throw_drill.mkv'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Video Reader is super easy to use with pythonic way to access frames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Video frames #: 303\n",
      "First frame shape: (1080, 1920, 3)\n"
     ]
    }
   ],
   "source": [
    "vr = de.VideoReader(video)  # using default resolution\n",
    "print('Video frames #:', len(vr))\n",
    "print('First frame shape:', vr[0].shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Of course, decoding file-like object in memory is a handy feature of `decord`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Video frames #: 303\n",
      "First frame shape: (1080, 1920, 3)\n"
     ]
    }
   ],
   "source": [
    "with open(video, 'rb') as fid:\n",
    "    vr = de.VideoReader(fid)\n",
    "    print('Video frames #:', len(vr))\n",
    "    print('First frame shape:', vr[0].shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sometimes its useful to control frame shape when the raw frames are super high resolution\n",
    "\n",
    "We can utilize the libavfilter library to do frame resize for us"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Frame shape: (480, 640, 3)\n"
     ]
    }
   ],
   "source": [
    "vr = de.VideoReader(video, width=640, height=480)\n",
    "print('Frame shape:', vr[0].shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Random access can be plainfully slow, but decord use internal optimization to make sure we are not wasting a lot efforts here\n",
    "The returned frame is in DLPack compatible NDArray format(used in TVM for example for example), which can be converted to numpy array. \n",
    "\n",
    "There is a bridging system in decord which automatically converts all outputs to Deep Learning framework compatible arrays, e.g., MXNet, PyTorch, Tensorflow. But in the meantime you can always retrieve the numpy array."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "frame10 = vr[10].asnumpy()\n",
    "plt.imshow(frame10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Obtaining a bunch of frames all together is easy\n",
    "\n",
    "In a single call we obtain a lot of frames, with less python overhead!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(61, 480, 640, 3)\n"
     ]
    }
   ],
   "source": [
    "frames = vr.get_batch(range(0, len(vr) - 1, 5))\n",
    "print(frames.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Automatic rotation\n",
    "\n",
    "Automatic rotation based on video metadata (e.g., useful for iphone videos)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(568, 320, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rotated_video = \"../tests/test_data/video_90.mov\"\n",
    "vr = de.VideoReader(rotated_video)\n",
    "frame = vr[0].asnumpy()\n",
    "print(frame.shape)\n",
    "plt.imshow(frame)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### In contrast, you have to handle it manually using opencv otherwise it's not correctly oriented"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "3.0"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import cv2\n",
    "cap = cv2.VideoCapture(rotated_video)\n",
    "frame = cv2.cvtColor(cap.read()[1], cv2.COLOR_BGR2RGB)\n",
    "plt.imshow(frame)\n",
    "plt.show()\n",
    "cap.get(cv2.CAP_PROP_FRAME_COUNT)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Or if you like OpenCV style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# seek to start\n",
    "vr.seek(0)\n",
    "# get next frame\n",
    "next_frame = vr.next()\n",
    "from functools import reduce\n",
    "assert reduce(lambda x, y: x*y, next_frame.shape) > 1\n",
    "# skip 100 frames\n",
    "vr.skip_frames(100)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
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